Overview

Dataset statistics

Number of variables30
Number of observations29965
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.3 MiB
Average record size in memory184.0 B

Variable types

NUM21
BOOL8
CAT1

Warnings

BILL_AMT_AUG05 is highly correlated with BILL_AMT_SEP05 and 1 other fieldsHigh correlation
BILL_AMT_SEP05 is highly correlated with BILL_AMT_AUG05High correlation
BILL_AMT_JUL05 is highly correlated with BILL_AMT_AUG05 and 1 other fieldsHigh correlation
BILL_AMT_JUN05 is highly correlated with BILL_AMT_JUL05 and 2 other fieldsHigh correlation
BILL_AMT_MAY05 is highly correlated with BILL_AMT_JUN05 and 1 other fieldsHigh correlation
BILL_AMT_APR05 is highly correlated with BILL_AMT_JUN05 and 1 other fieldsHigh correlation
GENDER_male is highly correlated with GENDER_femaleHigh correlation
GENDER_female is highly correlated with GENDER_maleHigh correlation
DEFAULT_not default is highly correlated with DEFAULT_defaultHigh correlation
DEFAULT_default is highly correlated with DEFAULT_not defaultHigh correlation
PAY_AMT_AUG05 is highly skewed (γ1 = 30.43861292) Skewed
df_index has unique values Unique
REPAY_SEP05 has 14737 (49.2%) zeros Zeros
REPAY_AUG05 has 15730 (52.5%) zeros Zeros
REPAY_JUL05 has 15764 (52.6%) zeros Zeros
REPAY_JUN05 has 16455 (54.9%) zeros Zeros
REPAY_MAY05 has 16947 (56.6%) zeros Zeros
REPAY_APR05 has 16286 (54.4%) zeros Zeros
BILL_AMT_SEP05 has 1978 (6.6%) zeros Zeros
BILL_AMT_AUG05 has 2476 (8.3%) zeros Zeros
BILL_AMT_JUL05 has 2840 (9.5%) zeros Zeros
BILL_AMT_JUN05 has 3165 (10.6%) zeros Zeros
BILL_AMT_MAY05 has 3476 (11.6%) zeros Zeros
BILL_AMT_APR05 has 3990 (13.3%) zeros Zeros
PAY_AMT_SEP05 has 5218 (17.4%) zeros Zeros
PAY_AMT_AUG05 has 5365 (17.9%) zeros Zeros
PAY_AMT_JUL05 has 5937 (19.8%) zeros Zeros
PAY_AMT_JUN05 has 6377 (21.3%) zeros Zeros
PAY_AMT_MAY05 has 6672 (22.3%) zeros Zeros
PAY_AMT_APR05 has 7142 (23.8%) zeros Zeros

Reproduction

Analysis started2021-01-12 20:37:25.369004
Analysis finished2021-01-12 20:38:55.851523
Duration1 minute and 30.48 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct29965
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14993.93252
Minimum0
Maximum29999
Zeros1
Zeros (%)< 0.1%
Memory size234.1 KiB
2021-01-12T14:38:56.101030image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1498.2
Q17496
median14991
Q322493
95-th percentile28495.8
Maximum29999
Range29999
Interquartile range (IQR)14997

Descriptive statistics

Standard deviation8659.328323
Coefficient of variation (CV)0.5775221618
Kurtosis-1.199841197
Mean14993.93252
Median Absolute Deviation (MAD)7499
Skewness0.0005462130641
Sum449293188
Variance74983967.01
MonotocityStrictly increasing
2021-01-12T14:38:56.308361image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
20471< 0.1%
 
13221< 0.1%
 
156291< 0.1%
 
94861< 0.1%
 
115351< 0.1%
 
217921< 0.1%
 
238411< 0.1%
 
176981< 0.1%
 
197471< 0.1%
 
299881< 0.1%
 
Other values (29955)29955> 99.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
299991< 0.1%
 
299981< 0.1%
 
299971< 0.1%
 
299961< 0.1%
 
299951< 0.1%
 

LIMIT_BAL
Real number (ℝ≥0)

Distinct81
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean167442.005
Minimum10000
Maximum1000000
Zeros0
Zeros (%)0.0%
Memory size234.1 KiB
2021-01-12T14:38:56.509859image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum10000
5-th percentile20000
Q150000
median140000
Q3240000
95-th percentile430000
Maximum1000000
Range990000
Interquartile range (IQR)190000

Descriptive statistics

Standard deviation129760.1352
Coefficient of variation (CV)0.7749556942
Kurtosis0.5375871217
Mean167442.005
Median Absolute Deviation (MAD)90000
Skewness0.9934913272
Sum5017399680
Variance1.683769269e+10
MonotocityNot monotonic
2021-01-12T14:38:56.696441image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
50000336311.2%
 
2000019756.6%
 
3000016105.4%
 
8000015645.2%
 
20000015245.1%
 
15000011073.7%
 
10000010473.5%
 
1800009933.3%
 
3600008742.9%
 
600008252.8%
 
Other values (71)1508350.3%
 
ValueCountFrequency (%) 
100004931.6%
 
160002< 0.1%
 
2000019756.6%
 
3000016105.4%
 
400002300.8%
 
ValueCountFrequency (%) 
10000001< 0.1%
 
8000002< 0.1%
 
7800002< 0.1%
 
7600001< 0.1%
 
7500004< 0.1%
 

MARITAL_STATUS
Categorical

Distinct4
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size234.1 KiB
2
15945 
1
13643 
3
 
323
0
 
54
ValueCountFrequency (%) 
21594553.2%
 
11364345.5%
 
33231.1%
 
0540.2%
 
2021-01-12T14:38:56.873563image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
2021-01-12T14:38:56.992127image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:57.119340image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram of lengths of the category

Length

Max length1
Median length1
Mean length1
Min length1

AGE
Real number (ℝ≥0)

Distinct56
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean35.4879693
Minimum21
Maximum79
Zeros0
Zeros (%)0.0%
Memory size234.1 KiB
2021-01-12T14:38:57.760723image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum21
5-th percentile23
Q128
median34
Q341
95-th percentile53
Maximum79
Range58
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.219459233
Coefficient of variation (CV)0.2597911184
Kurtosis0.04398801494
Mean35.4879693
Median Absolute Deviation (MAD)6
Skewness0.7320560019
Sum1063397
Variance84.99842855
MonotocityNot monotonic
2021-01-12T14:38:57.929119image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
2916025.3%
 
2714754.9%
 
2814064.7%
 
3013944.7%
 
2612524.2%
 
3112134.0%
 
2511854.0%
 
3411613.9%
 
3211573.9%
 
3311463.8%
 
Other values (46)1697456.6%
 
ValueCountFrequency (%) 
21670.2%
 
225601.9%
 
239303.1%
 
2411263.8%
 
2511854.0%
 
ValueCountFrequency (%) 
791< 0.1%
 
753< 0.1%
 
741< 0.1%
 
734< 0.1%
 
723< 0.1%
 

REPAY_SEP05
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.01675287836
Minimum-2
Maximum8
Zeros14737
Zeros (%)49.2%
Memory size234.1 KiB
2021-01-12T14:38:58.106586image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.123492034
Coefficient of variation (CV)-67.06262707
Kurtosis2.730038381
Mean-0.01675287836
Median Absolute Deviation (MAD)1
Skewness0.7346064765
Sum-502
Variance1.26223435
MonotocityNot monotonic
2021-01-12T14:38:58.261894image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01473749.2%
 
-1568219.0%
 
1366712.2%
 
-227509.2%
 
226668.9%
 
33221.1%
 
4760.3%
 
5260.1%
 
8190.1%
 
611< 0.1%
 
ValueCountFrequency (%) 
-227509.2%
 
-1568219.0%
 
01473749.2%
 
1366712.2%
 
226668.9%
 
ValueCountFrequency (%) 
8190.1%
 
79< 0.1%
 
611< 0.1%
 
5260.1%
 
4760.3%
 

REPAY_AUG05
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1318538295
Minimum-2
Maximum8
Zeros15730
Zeros (%)52.5%
Memory size234.1 KiB
2021-01-12T14:38:58.447714image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.196321699
Coefficient of variation (CV)-9.073090281
Kurtosis1.577608705
Mean-0.1318538295
Median Absolute Deviation (MAD)0
Skewness0.7920704147
Sum-3951
Variance1.431185607
MonotocityNot monotonic
2021-01-12T14:38:58.722228image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01573052.5%
 
-1604620.2%
 
2392613.1%
 
-2375212.5%
 
33261.1%
 
4990.3%
 
1280.1%
 
5250.1%
 
7200.1%
 
612< 0.1%
 
ValueCountFrequency (%) 
-2375212.5%
 
-1604620.2%
 
01573052.5%
 
1280.1%
 
2392613.1%
 
ValueCountFrequency (%) 
81< 0.1%
 
7200.1%
 
612< 0.1%
 
5250.1%
 
4990.3%
 

REPAY_JUL05
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.1643917904
Minimum-2
Maximum8
Zeros15764
Zeros (%)52.6%
Memory size234.1 KiB
2021-01-12T14:38:58.892138image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.195877509
Coefficient of variation (CV)-7.274557358
Kurtosis2.091665951
Mean-0.1643917904
Median Absolute Deviation (MAD)0
Skewness0.8414639808
Sum-4926
Variance1.430123016
MonotocityNot monotonic
2021-01-12T14:38:59.050500image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01576452.6%
 
-1593419.8%
 
-2405513.5%
 
2381912.7%
 
32400.8%
 
4750.3%
 
7270.1%
 
6230.1%
 
5210.1%
 
14< 0.1%
 
ValueCountFrequency (%) 
-2405513.5%
 
-1593419.8%
 
01576452.6%
 
14< 0.1%
 
2381912.7%
 
ValueCountFrequency (%) 
83< 0.1%
 
7270.1%
 
6230.1%
 
5210.1%
 
4750.3%
 

REPAY_JUN05
Real number (ℝ)

ZEROS

Distinct11
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2189220758
Minimum-2
Maximum8
Zeros16455
Zeros (%)54.9%
Memory size234.1 KiB
2021-01-12T14:38:59.205699image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.168175186
Coefficient of variation (CV)-5.33603193
Kurtosis3.508962108
Mean-0.2189220758
Median Absolute Deviation (MAD)0
Skewness1.000798562
Sum-6560
Variance1.364633266
MonotocityNot monotonic
2021-01-12T14:38:59.376619image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=11)
ValueCountFrequency (%) 
01645554.9%
 
-1568319.0%
 
-2431814.4%
 
2315910.5%
 
31800.6%
 
4680.2%
 
7580.2%
 
5350.1%
 
65< 0.1%
 
82< 0.1%
 
ValueCountFrequency (%) 
-2431814.4%
 
-1568319.0%
 
01645554.9%
 
12< 0.1%
 
2315910.5%
 
ValueCountFrequency (%) 
82< 0.1%
 
7580.2%
 
65< 0.1%
 
5350.1%
 
4680.2%
 

REPAY_MAY05
Real number (ℝ)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2645085934
Minimum-2
Maximum8
Zeros16947
Zeros (%)56.6%
Memory size234.1 KiB
2021-01-12T14:38:59.530557image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.132219856
Coefficient of variation (CV)-4.280465302
Kurtosis4.003562263
Mean-0.2645085934
Median Absolute Deviation (MAD)0
Skewness1.009329021
Sum-7926
Variance1.281921802
MonotocityNot monotonic
2021-01-12T14:38:59.682474image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01694756.6%
 
-1553518.5%
 
-2451615.1%
 
226268.8%
 
31780.6%
 
4830.3%
 
7580.2%
 
5170.1%
 
64< 0.1%
 
81< 0.1%
 
ValueCountFrequency (%) 
-2451615.1%
 
-1553518.5%
 
01694756.6%
 
226268.8%
 
31780.6%
 
ValueCountFrequency (%) 
81< 0.1%
 
7580.2%
 
64< 0.1%
 
5170.1%
 
4830.3%
 

REPAY_APR05
Real number (ℝ)

ZEROS

Distinct10
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.2894376773
Minimum-2
Maximum8
Zeros16286
Zeros (%)54.4%
Memory size234.1 KiB
2021-01-12T14:38:59.834384image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-2
5-th percentile-2
Q1-1
median0
Q30
95-th percentile2
Maximum8
Range10
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.1490901
Coefficient of variation (CV)-3.970077809
Kurtosis3.437256875
Mean-0.2894376773
Median Absolute Deviation (MAD)0
Skewness0.9486089933
Sum-8673
Variance1.320408057
MonotocityNot monotonic
2021-01-12T14:38:59.974912image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01628654.4%
 
-1573619.1%
 
-2486516.2%
 
227669.2%
 
31840.6%
 
4480.2%
 
7460.2%
 
6190.1%
 
513< 0.1%
 
82< 0.1%
 
ValueCountFrequency (%) 
-2486516.2%
 
-1573619.1%
 
01628654.4%
 
227669.2%
 
31840.6%
 
ValueCountFrequency (%) 
82< 0.1%
 
7460.2%
 
6190.1%
 
513< 0.1%
 
4480.2%
 

BILL_AMT_SEP05
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct22723
Distinct (%)75.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean51283.00978
Minimum-165580
Maximum964511
Zeros1978
Zeros (%)6.6%
Memory size234.1 KiB
2021-01-12T14:39:00.148776image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-165580
5-th percentile0
Q13595
median22438
Q367260
95-th percentile201303.8
Maximum964511
Range1130091
Interquartile range (IQR)63665

Descriptive statistics

Standard deviation73658.1324
Coefficient of variation (CV)1.436306736
Kurtosis9.796846218
Mean51283.00978
Median Absolute Deviation (MAD)21842
Skewness2.662513456
Sum1536695388
Variance5425520469
MonotocityNot monotonic
2021-01-12T14:39:00.318360image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
019786.6%
 
3902430.8%
 
780760.3%
 
326720.2%
 
316630.2%
 
2500590.2%
 
396480.2%
 
2400390.1%
 
416290.1%
 
1050250.1%
 
Other values (22713)2733391.2%
 
ValueCountFrequency (%) 
-1655801< 0.1%
 
-1549731< 0.1%
 
-153081< 0.1%
 
-143861< 0.1%
 
-115451< 0.1%
 
ValueCountFrequency (%) 
9645111< 0.1%
 
7468141< 0.1%
 
6530621< 0.1%
 
6304581< 0.1%
 
6266481< 0.1%
 

BILL_AMT_AUG05
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct22346
Distinct (%)74.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean49236.36629
Minimum-69777
Maximum983931
Zeros2476
Zeros (%)8.3%
Memory size234.1 KiB
2021-01-12T14:39:00.524266image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-69777
5-th percentile0
Q13010
median21295
Q364109
95-th percentile194889.6
Maximum983931
Range1053708
Interquartile range (IQR)61099

Descriptive statistics

Standard deviation71195.56739
Coefficient of variation (CV)1.445995567
Kurtosis10.29321199
Mean49236.36629
Median Absolute Deviation (MAD)20905
Skewness2.70386174
Sum1475367716
Variance5068808816
MonotocityNot monotonic
2021-01-12T14:39:00.708649image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
024768.3%
 
3902300.8%
 
326750.3%
 
780750.3%
 
316720.2%
 
2500510.2%
 
396500.2%
 
2400420.1%
 
-200290.1%
 
416280.1%
 
Other values (22336)2683789.6%
 
ValueCountFrequency (%) 
-697771< 0.1%
 
-675261< 0.1%
 
-333501< 0.1%
 
-300001< 0.1%
 
-262141< 0.1%
 
ValueCountFrequency (%) 
9839311< 0.1%
 
7439701< 0.1%
 
6715631< 0.1%
 
6467701< 0.1%
 
6244751< 0.1%
 

BILL_AMT_JUL05
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct22026
Distinct (%)73.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47067.91607
Minimum-157264
Maximum1664089
Zeros2840
Zeros (%)9.5%
Memory size234.1 KiB
2021-01-12T14:39:00.900312image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-157264
5-th percentile0
Q12711
median20135
Q360201
95-th percentile187901
Maximum1664089
Range1821353
Interquartile range (IQR)57490

Descriptive statistics

Standard deviation69371.35232
Coefficient of variation (CV)1.473856464
Kurtosis19.77100256
Mean47067.91607
Median Absolute Deviation (MAD)19745
Skewness3.086493832
Sum1410390105
Variance4812384523
MonotocityNot monotonic
2021-01-12T14:39:01.081702image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
028409.5%
 
3902740.9%
 
780740.2%
 
326630.2%
 
316620.2%
 
396470.2%
 
2500400.1%
 
2400390.1%
 
416290.1%
 
200270.1%
 
Other values (22016)2647088.3%
 
ValueCountFrequency (%) 
-1572641< 0.1%
 
-615061< 0.1%
 
-461271< 0.1%
 
-340411< 0.1%
 
-254431< 0.1%
 
ValueCountFrequency (%) 
16640891< 0.1%
 
8550861< 0.1%
 
6931311< 0.1%
 
6896431< 0.1%
 
6896271< 0.1%
 

BILL_AMT_JUN05
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct21548
Distinct (%)71.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean43313.32988
Minimum-170000
Maximum891586
Zeros3165
Zeros (%)10.6%
Memory size234.1 KiB
2021-01-12T14:39:01.273859image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-170000
5-th percentile0
Q12360
median19081
Q354601
95-th percentile174469.8
Maximum891586
Range1061586
Interquartile range (IQR)52241

Descriptive statistics

Standard deviation64353.51437
Coefficient of variation (CV)1.485766958
Kurtosis11.29858229
Mean43313.32988
Median Absolute Deviation (MAD)18681
Skewness2.820544832
Sum1297883930
Variance4141374812
MonotocityNot monotonic
2021-01-12T14:39:01.471085image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0316510.6%
 
3902450.8%
 
7801010.3%
 
316680.2%
 
326620.2%
 
396430.1%
 
150390.1%
 
2400390.1%
 
2500340.1%
 
1000330.1%
 
Other values (21538)2613687.2%
 
ValueCountFrequency (%) 
-1700001< 0.1%
 
-813341< 0.1%
 
-651671< 0.1%
 
-506161< 0.1%
 
-466271< 0.1%
 
ValueCountFrequency (%) 
8915861< 0.1%
 
7068641< 0.1%
 
6286991< 0.1%
 
6168361< 0.1%
 
5728051< 0.1%
 

BILL_AMT_MAY05
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct21010
Distinct (%)70.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean40358.33439
Minimum-81334
Maximum927171
Zeros3476
Zeros (%)11.6%
Memory size234.1 KiB
2021-01-12T14:39:01.656667image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-81334
5-th percentile0
Q11787
median18130
Q350247
95-th percentile165805.6
Maximum927171
Range1008505
Interquartile range (IQR)48460

Descriptive statistics

Standard deviation60817.13062
Coefficient of variation (CV)1.506928657
Kurtosis12.29453891
Mean40358.33439
Median Absolute Deviation (MAD)17714
Skewness2.874925049
Sum1209337490
Variance3698723377
MonotocityNot monotonic
2021-01-12T14:39:01.828879image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0347611.6%
 
3902340.8%
 
780940.3%
 
316790.3%
 
326620.2%
 
150580.2%
 
396460.2%
 
2400390.1%
 
2500370.1%
 
416360.1%
 
Other values (21000)2580486.1%
 
ValueCountFrequency (%) 
-813341< 0.1%
 
-613721< 0.1%
 
-530071< 0.1%
 
-466271< 0.1%
 
-375941< 0.1%
 
ValueCountFrequency (%) 
9271711< 0.1%
 
8235401< 0.1%
 
5870671< 0.1%
 
5517021< 0.1%
 
5478801< 0.1%
 

BILL_AMT_APR05
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct20604
Distinct (%)68.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean38917.01228
Minimum-339603
Maximum961664
Zeros3990
Zeros (%)13.3%
Memory size234.1 KiB
2021-01-12T14:39:02.002389image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum-339603
5-th percentile0
Q11262
median17124
Q349252
95-th percentile161932
Maximum961664
Range1301267
Interquartile range (IQR)47990

Descriptive statistics

Standard deviation59574.14774
Coefficient of variation (CV)1.530799623
Kurtosis12.25912611
Mean38917.01228
Median Absolute Deviation (MAD)16808
Skewness2.845137169
Sum1166148273
Variance3549079079
MonotocityNot monotonic
2021-01-12T14:39:02.222301image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0399013.3%
 
3902060.7%
 
780860.3%
 
150780.3%
 
316770.3%
 
326560.2%
 
396440.1%
 
416360.1%
 
-18330.1%
 
2400320.1%
 
Other values (20594)2532784.5%
 
ValueCountFrequency (%) 
-3396031< 0.1%
 
-2090511< 0.1%
 
-1509531< 0.1%
 
-946251< 0.1%
 
-738951< 0.1%
 
ValueCountFrequency (%) 
9616641< 0.1%
 
6999441< 0.1%
 
5686381< 0.1%
 
5277111< 0.1%
 
5275661< 0.1%
 

PAY_AMT_SEP05
Real number (ℝ≥0)

ZEROS

Distinct7943
Distinct (%)26.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5670.099316
Minimum0
Maximum873552
Zeros5218
Zeros (%)17.4%
Memory size234.1 KiB
2021-01-12T14:39:02.456944image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q11000
median2102
Q35008
95-th percentile18447.2
Maximum873552
Range873552
Interquartile range (IQR)4008

Descriptive statistics

Standard deviation16571.84947
Coefficient of variation (CV)2.92267358
Kurtosis414.8548633
Mean5670.099316
Median Absolute Deviation (MAD)1929
Skewness14.66159454
Sum169904526
Variance274626194.7
MonotocityNot monotonic
2021-01-12T14:39:02.656656image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0521817.4%
 
200013634.5%
 
30008913.0%
 
50006982.3%
 
15005071.7%
 
40004261.4%
 
100004011.3%
 
10003651.2%
 
25002981.0%
 
60002941.0%
 
Other values (7933)1950465.1%
 
ValueCountFrequency (%) 
0521817.4%
 
19< 0.1%
 
214< 0.1%
 
3150.1%
 
4180.1%
 
ValueCountFrequency (%) 
8735521< 0.1%
 
5050001< 0.1%
 
4933581< 0.1%
 
4239031< 0.1%
 
4050161< 0.1%
 

PAY_AMT_AUG05
Real number (ℝ≥0)

SKEWED
ZEROS

Distinct7899
Distinct (%)26.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5927.98318
Minimum0
Maximum1684259
Zeros5365
Zeros (%)17.9%
Memory size234.1 KiB
2021-01-12T14:39:02.865617image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1850
median2010
Q35000
95-th percentile19030.8
Maximum1684259
Range1684259
Interquartile range (IQR)4150

Descriptive statistics

Standard deviation23053.45664
Coefficient of variation (CV)3.888920724
Kurtosis1639.924451
Mean5927.98318
Median Absolute Deviation (MAD)1990
Skewness30.43861292
Sum177632016
Variance531461863.3
MonotocityNot monotonic
2021-01-12T14:39:03.080624image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0536517.9%
 
200012904.3%
 
30008572.9%
 
50007172.4%
 
10005942.0%
 
15005211.7%
 
40004101.4%
 
100003181.1%
 
60002830.9%
 
25002510.8%
 
Other values (7889)1935964.6%
 
ValueCountFrequency (%) 
0536517.9%
 
1150.1%
 
2200.1%
 
3180.1%
 
411< 0.1%
 
ValueCountFrequency (%) 
16842591< 0.1%
 
12270821< 0.1%
 
12154711< 0.1%
 
10245161< 0.1%
 
5804641< 0.1%
 

PAY_AMT_JUL05
Real number (ℝ≥0)

ZEROS

Distinct7518
Distinct (%)25.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5231.688837
Minimum0
Maximum896040
Zeros5937
Zeros (%)19.8%
Memory size234.1 KiB
2021-01-12T14:39:03.308301image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1390
median1804
Q34512
95-th percentile17602.6
Maximum896040
Range896040
Interquartile range (IQR)4122

Descriptive statistics

Standard deviation17616.36112
Coefficient of variation (CV)3.367241759
Kurtosis563.7392771
Mean5231.688837
Median Absolute Deviation (MAD)1796
Skewness17.2081766
Sum156767556
Variance310336179.3
MonotocityNot monotonic
2021-01-12T14:39:03.517585image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0593719.8%
 
200012854.3%
 
100011033.7%
 
30008702.9%
 
50007212.4%
 
15004901.6%
 
40003811.3%
 
100003121.0%
 
12002430.8%
 
60002410.8%
 
Other values (7508)1838261.3%
 
ValueCountFrequency (%) 
0593719.8%
 
113< 0.1%
 
2190.1%
 
314< 0.1%
 
4150.1%
 
ValueCountFrequency (%) 
8960401< 0.1%
 
8890431< 0.1%
 
5082291< 0.1%
 
4175881< 0.1%
 
4009721< 0.1%
 

PAY_AMT_JUN05
Real number (ℝ≥0)

ZEROS

Distinct6937
Distinct (%)23.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4831.617454
Minimum0
Maximum621000
Zeros6377
Zeros (%)21.3%
Memory size234.1 KiB
2021-01-12T14:39:03.722106image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1300
median1500
Q34016
95-th percentile16037
Maximum621000
Range621000
Interquartile range (IQR)3716

Descriptive statistics

Standard deviation15674.46454
Coefficient of variation (CV)3.244144365
Kurtosis277.0486932
Mean4831.617454
Median Absolute Deviation (MAD)1500
Skewness12.89850649
Sum144779417
Variance245688838.5
MonotocityNot monotonic
2021-01-12T14:39:03.922739image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0637721.3%
 
100013944.7%
 
200012144.1%
 
30008873.0%
 
50008102.7%
 
15004411.5%
 
40004021.3%
 
100003411.1%
 
25002590.9%
 
5002580.9%
 
Other values (6927)1758258.7%
 
ValueCountFrequency (%) 
0637721.3%
 
1220.1%
 
2220.1%
 
313< 0.1%
 
4200.1%
 
ValueCountFrequency (%) 
6210001< 0.1%
 
5288971< 0.1%
 
4970001< 0.1%
 
4321301< 0.1%
 
4000461< 0.1%
 

PAY_AMT_MAY05
Real number (ℝ≥0)

ZEROS

Distinct6897
Distinct (%)23.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4804.897047
Minimum0
Maximum426529
Zeros6672
Zeros (%)22.3%
Memory size234.1 KiB
2021-01-12T14:39:04.168954image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1261
median1500
Q34042
95-th percentile16000
Maximum426529
Range426529
Interquartile range (IQR)3781

Descriptive statistics

Standard deviation15286.3723
Coefficient of variation (CV)3.181415158
Kurtosis179.8752095
Mean4804.897047
Median Absolute Deviation (MAD)1500
Skewness11.12174174
Sum143978740
Variance233673178
MonotocityNot monotonic
2021-01-12T14:39:04.327084image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0667222.3%
 
100013404.5%
 
200013234.4%
 
30009473.2%
 
50008142.7%
 
15004261.4%
 
40004011.3%
 
100003431.1%
 
5002500.8%
 
60002470.8%
 
Other values (6887)1720257.4%
 
ValueCountFrequency (%) 
0667222.3%
 
1210.1%
 
213< 0.1%
 
313< 0.1%
 
412< 0.1%
 
ValueCountFrequency (%) 
4265291< 0.1%
 
4179901< 0.1%
 
3880711< 0.1%
 
3792671< 0.1%
 
3320001< 0.1%
 

PAY_AMT_APR05
Real number (ℝ≥0)

ZEROS

Distinct6939
Distinct (%)23.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean5221.498014
Minimum0
Maximum528666
Zeros7142
Zeros (%)23.8%
Memory size234.1 KiB
2021-01-12T14:39:04.512095image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q1131
median1500
Q34000
95-th percentile17384.4
Maximum528666
Range528666
Interquartile range (IQR)3869

Descriptive statistics

Standard deviation17786.97686
Coefficient of variation (CV)3.406489252
Kurtosis166.9817897
Mean5221.498014
Median Absolute Deviation (MAD)1500
Skewness10.63509397
Sum156462188
Variance316376546
MonotocityNot monotonic
2021-01-12T14:39:04.690418image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0714223.8%
 
100012994.3%
 
200012954.3%
 
30009143.1%
 
50008082.7%
 
15004391.5%
 
40004111.4%
 
100003561.2%
 
5002470.8%
 
60002200.7%
 
Other values (6929)1683456.2%
 
ValueCountFrequency (%) 
0714223.8%
 
1200.1%
 
29< 0.1%
 
314< 0.1%
 
412< 0.1%
 
ValueCountFrequency (%) 
5286661< 0.1%
 
5271431< 0.1%
 
4430011< 0.1%
 
4220001< 0.1%
 
4035001< 0.1%
 

GENDER_female
Boolean

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
1
18091 
0
11874 
ValueCountFrequency (%) 
11809160.4%
 
01187439.6%
 
2021-01-12T14:39:04.806732image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

GENDER_male
Boolean

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
0
18091 
1
11874 
ValueCountFrequency (%) 
01809160.4%
 
11187439.6%
 
2021-01-12T14:39:04.860169image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
0
19402 
1
10563 
ValueCountFrequency (%) 
01940264.7%
 
11056335.3%
 
2021-01-12T14:39:04.912544image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
0
25050 
1
4915 
ValueCountFrequency (%) 
02505083.6%
 
1491516.4%
 
2021-01-12T14:39:04.966358image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
0
29497 
1
 
468
ValueCountFrequency (%) 
02949798.4%
 
14681.6%
 
2021-01-12T14:39:05.021664image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
0
15946 
1
14019 
ValueCountFrequency (%) 
01594653.2%
 
11401946.8%
 
2021-01-12T14:39:05.075931image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

DEFAULT_default
Boolean

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
0
23335 
1
6630 
ValueCountFrequency (%) 
02333577.9%
 
1663022.1%
 
2021-01-12T14:39:05.137585image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

DEFAULT_not default
Boolean

HIGH CORRELATION

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size29.3 KiB
1
23335 
0
6630 
ValueCountFrequency (%) 
12333577.9%
 
0663022.1%
 
2021-01-12T14:39:05.191991image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Interactions

2021-01-12T14:37:33.732432image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:33.895568image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:34.051574image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:34.238008image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:34.434287image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:34.613080image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:34.787243image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:34.966802image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:35.144709image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:35.319211image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:35.510270image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:35.700946image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:35.892482image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:36.047349image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:36.193096image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:36.352266image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:36.509055image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:36.668498image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:36.808484image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:36.967804image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:37.112042image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:37.258747image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:37.416228image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:37.567629image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:37.710383image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:37.855075image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:38.042835image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:38.338798image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:38.540118image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:38.717870image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:38.895389image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:39.088660image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:39.266991image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:39.473175image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:39.671294image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:39.842139image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:40.013113image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:40.163357image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:40.321110image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:42.987996image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:43.239097image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:43.419756image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:43.620833image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:43.796762image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:43.957364image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:44.110882image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:44.262760image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:37:44.411944image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:40.498065image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:40.637550image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:40.781689image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:40.924299image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:41.101128image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:41.235248image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:41.367157image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:41.522549image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:41.685384image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:41.836317image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:42.856540image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:43.052611image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:45.031462image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:45.355592image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:45.520240image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:47.473999image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:47.635378image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:47.796563image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:47.943634image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:48.085626image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:49.205689image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:49.352517image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:49.489155image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:49.629670image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:49.773328image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:50.482174image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:50.685179image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:50.853906image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:51.023035image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
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2021-01-12T14:38:51.371330image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:51.569425image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:51.744908image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:51.930784image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:52.084734image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:52.227903image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:52.386046image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:52.524761image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:52.712186image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:52.869490image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:53.045831image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:53.208277image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Correlations

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Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
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Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2021-01-12T14:39:06.428382image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2021-01-12T14:39:06.984460image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

2021-01-12T14:38:53.645365image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/
2021-01-12T14:38:55.211109image/svg+xmlMatplotlib v3.3.1, https://matplotlib.org/

Sample

First rows

df_indexLIMIT_BALMARITAL_STATUSAGEREPAY_SEP05REPAY_AUG05REPAY_JUL05REPAY_JUN05REPAY_MAY05REPAY_APR05BILL_AMT_SEP05BILL_AMT_AUG05BILL_AMT_JUL05BILL_AMT_JUN05BILL_AMT_MAY05BILL_AMT_APR05PAY_AMT_SEP05PAY_AMT_AUG05PAY_AMT_JUL05PAY_AMT_JUN05PAY_AMT_MAY05PAY_AMT_APR05GENDER_femaleGENDER_maleEDUCATION_graduate schoolEDUCATION_high schoolEDUCATION_otherEDUCATION_universityDEFAULT_defaultDEFAULT_not default
002000012422-1-1-2-2391331026890000689000010000110
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229000023400000029239140271355914331149481554915181500100010001000500010000101
335000013700000046990482334929128314289592954720002019120011001069100010000101
4450000157-10-1000861756703583520940191461913120003668110000900068967901000101
5550000237000000644005706957608193941961920024250018156571000100080001100001
6650000022900000036796541202344500754265348300347394455000400003800020239137501377001100001
771000002230-1-100-111876380601221-15956738060105811687154210000101
88140000128002000112851409612108122111179337193329043210001000100010010001
9920000235-2-2-2-2-1-100001300713912000130071122001010001

Last rows

df_indexLIMIT_BALMARITAL_STATUSAGEREPAY_SEP05REPAY_AUG05REPAY_JUL05REPAY_JUN05REPAY_MAY05REPAY_APR05BILL_AMT_SEP05BILL_AMT_AUG05BILL_AMT_JUL05BILL_AMT_JUN05BILL_AMT_MAY05BILL_AMT_APR05PAY_AMT_SEP05PAY_AMT_AUG05PAY_AMT_JUL05PAY_AMT_JUN05PAY_AMT_MAY05PAY_AMT_APR05GENDER_femaleGENDER_maleEDUCATION_graduate schoolEDUCATION_high schoolEDUCATION_otherEDUCATION_universityDEFAULT_defaultDEFAULT_not default
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